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PRWP

Reproducibility package for Policy Pulse: Sensing The Sentiment Of Climate Policies In The Public Sphere

2026
Get Reproducibility Package
Reference ID
RR_WLD_2026_564
DOI
https://doi.org/10.60572/fk51-ez69
Author(s)
Nisan Gorgulu, Penelope Ann Mealy
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Feb 27, 2026
Last modified
Feb 27, 2026
  • Project Description
  • Downloads
  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Citation
  • Overview

    Abstract

    Public sentiment towards climate policies plays a critical role in their adoption, implementation, and effectiveness. This paper introduces a novel methodology for assessing policy sentiment from news media articles for the period of 2017 – 2023, applied here to climate policies. It focuses on two policy instruments that have received significant public opposition in recent years: carbon taxes and emissions trading schemes. Results show that sentiment scores for each article align with intuitive notions of positive and negative sentiment, and average sentiment scores at the country level are reasonably well aligned with public opinion surveys associated with each instrument. Sentiment time trends also map on well to key well-known public protest events such as the Yellow Vests protests in France. Sentiment is more positive for emissions trading schemes compared to carbon taxes, and this result holds across all income and regional groups. Findings further indicate that sentiment towards both carbon taxes and emission trading schemes has been improving over time. Given its cost-effectiveness, scalability, and timeliness in comparison to traditional surveys, this study offers a valuable and broadly applicable tool for tracking the pulse of policy sentiment in real time across a wide range of policy domains, including but not limited to climate policy.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/catalog/487/download/1398/README.pdf
    Reproducibility package for Policy Pulse: Sensing The Sentiment Of Climate Policies In The Public Sphere
    File name
    RR_WLD_2026_564
    Zip package
    RR_WLD_2026_564.zip
    Title
    Reproducibility package for Policy Pulse: Sensing The Sentiment Of Climate Policies In The Public Sphere
    Date
    2026-02
    Dependencies
    Stata dependencies are listed in the ado folder.
    Instructions
    See README in reproducibility package.
    Notes
    Computational reproducibility verified by Development Impact (DECDI) Analytics team, World Bank.
    Source code repository
    Repository name URI
    Reproducible Research Repository (World Bank) https://reproducibility.worldbank.org
    Software
    Stata
    Name
    Stata
    Version
    19.5 MP
    Python
    Name
    Python
    Version
    3.13
    Excel
    Name
    Excel

    Reproducibility

    Technology environment

    • OS: Windows 11 Enterprise
    • Processor: Intel(R) Core(TM) Ultra 7 165U @ 2.60GHz
    • Memory available: 12 GB

    Technology requirements

    ~2 minutes run time.

    Reproduction instructions

    To reproduce the findings in this study, please follow the steps below:

    1. Obtain the data set not included in the reproducibility package and place it in its respective folder.
    2. Change the directories in mainPython.py and mainStata.do.
    3. Run mainPython.py and mainStata.do.

    Data

    Datasets
    Carbon Pricing Sentiment Data
    Name
    Carbon Pricing Sentiment Data
    Note
    Access year: 2024. File names: GDELT.xlsx, GlobalSentimentTrends.csv.
    Access policy
    Publicly available and included in the package.
    Data URL
    https://www.gdeltproject.org/
    Citation
    The GDELT Project. (n.d.) Global Database of Events, Language, and Tone (GDELT). Available at https://www.gdeltproject.org/.
    World Values Survey
    Name
    World Values Survey
    Note
    Access year: 2024 File name: WVS.xlsx.
    Access policy
    Data is publicly available but does not allow redistribution and it is not included in the reproducibility package.
    Data URL
    https://www.worldvaluessurvey.org/WVSContents.jsp
    Citation
    Inglehart, R., C. Haerpfer, A. Moreno, C. Welzel, K. Kizilova, J. Diez-Medrano, M. Lagos, P. Norris, E. Ponarin & B. Puranen et al. (eds.). (2014). "World Values Survey: Round Six - Country-Pooled Datafile Version: https://www.worldvaluessurvey.org/WVSDocumentationWV6.jsp [Data set]". Madrid: JD Systems Institute.
    IMF-YouGOV Survey
    Name
    IMF-YouGOV Survey
    Note
    Access year: 2024. Authors manually retrieved the data from the cited paper (figure 6 page 11). File name: YouGOV.xlsx.
    Access policy
    Publicly available and included in the package.
    Data URL
    https://www.imf.org/en/Publications/Staff-Discussion-Notes/Issues/2023/02/07/Public-Perceptions-of-Climate-Mitigation-Policies-Evidence-from-Cross-Country-Surveys-528057
    Citation
    Dabla-Norris, E., Helbling, T., Khalid, S., Khan, H., Magistretti, G., Sollaci, A., & Srinivasan, K. (2023). "Public perceptions of climate mitigation policies: Evidence from cross-country surveys". Staff Discussion Notes 2023. Available at https://www.imf.org/en/Publications/Staff-Discussion-Notes/Issues/2023/02/07/Public-Perceptions-of-Climate-Mitigation-Policies-Evidence-from-Cross-Country-Surveys-528057.
    World Development Indicators (WDI)
    Name
    World Development Indicators (WDI)
    Note
    Access year: 2024, 2025 respectively. Indicators used: GDP per capita (current US$), Carbon Intensity of GDP (kg CO2e per 2021 PPP $ of GDP). File names: API_EN.GHG.CO2.RT.GDP.PP.KD_DS2_en_excel_v2_128125.xls and API_NY.GDP.PCAP.CD_DS2_en_excel_v2_1107224.
    Access policy
    Publicly available and included in the package.
    License
    Creative Commons Attribution 4.0
    License URL
    https://creativecommons.org/licenses/by/4.0/
    Data URL
    https://data.worldbank.org/
    Citation
    World Bank. (n.d.). "World Development Indicators [Dataset]". World Bank. Available at https://data.worldbank.org/indicator/.
    World Bank Income Group Classification
    Name
    World Bank Income Group Classification
    Note
    Access year: 2024. File names: OGHIST_2025_10_07.xlsx.
    Access policy
    Publicly available and included in the package.
    License
    Creative Commons Attribution 4.0
    License URL
    https://creativecommons.org/licenses/by/4.0/
    Data URL
    https://datahelpdesk.worldbank.org/knowledgebase/articles/906519-world-bank-country-and-lending-groups
    Citation
    World Bank. (n.d.). "World Bank Income Group Classification" [Data set]. World Bank. Available at https://datahelpdesk.worldbank.org/knowledgebase/articles/906519-world-bank-country-and-lending-groups.
    Press Freedom Index Score
    Name
    Press Freedom Index Score
    Note
    Access year: 2025. File name: RWB_PFI_SCORE.xlsx.
    Access policy
    Publicly available and included in the package.
    Data URL
    https://data360.worldbank.org/en/int/indicator/RWB_PFI_SCORE
    Citation
    Reporters Without Borders (RSF). (n.d.). "World Press Freedom Index score (Annual data 2017–2023) [Data set]". World Bank Data360. Available at https://data360.worldbank.org/en/indicator/RWB_PFI_SCORE.
    UNDP People’s Climate Vote 2024
    Name
    UNDP People’s Climate Vote 2024
    Note
    Access year: 2026. File name: UNDP_ClimateVote.xlsx.
    Access policy
    Publicly available and included in the package.
    Data URL
    https://peoplesclimate.vote/data-center
    Citation
    United Nations Development Programme. (2024). "Peoples Climate Vote Database [Data set]". UNDP. Available at https://peoplesclimate.vote/data-center.
    Data statement

    All data sources are publicly available but not all are included in the reproducibility package.

    Description

    Output
    Policy Pulse: Sensing The Sentiment Of Climate Policies In The Public Sphere
    Type
    Working Paper
    Title
    Policy Pulse: Sensing The Sentiment Of Climate Policies In The Public Sphere
    Description
    Policy Research Working Papers (PRWP)
    Authors
    Author Affiliation Email
    Nisan Gorgulu World Bank ngorgulu@worldbank.org
    Penelope Ann Mealy World Bank pmealy@worldbank.org
    Date of production

    2026-02-24

    Scope and coverage

    Geographic locations
    Location Code
    World WLD
    Keywords
    Policy Sentiment Carbon Pricing Carbon Taxes Emissions Trading Schemes Media Analysis Public Opinion
    Topics
    ID Topic Parent topic ID Vocabulary Vocabulary URI
    Q54 Climate • Natural Disasters and Their Management • Global Warming Q5 Journal of Economic Literature (JEL)
    Q58 Government Policy Q5 Journal of Economic Literature (JEL)
    H23 Externalities • Redistributive Effects • Environmental Taxes and Subsidies H2 Journal of Economic Literature (JEL)

    Disclaimer

    Disclaimer

    The materials in the reproducibility packages are distributed as they were prepared by the staff of the International Bank for Reconstruction and Development/The World Bank. The findings, interpretations, and conclusions expressed in this event do not necessarily reflect the views of the World Bank, the Executive Directors of the World Bank, or the governments they represent. The World Bank does not guarantee the accuracy of the materials included in the reproducibility package.

    Access and rights

    License
    Name URI
    Modified BSD3 https://opensource.org/license/bsd-3-clause/

    Contacts

    Contacts
    Name Affiliation Email
    Nisan Gorgulu World Bank ngorgulu@worldbank.org
    Reproducibility WBG World Bank reproducibility@worldbank.org

    Information on metadata

    Producers
    Name Abbreviation Affiliation Role
    Reproducibility WBG DECDI World Bank - Development Impact Department Verification and preparation of metadata
    Date of Production

    2026-02-24

    Document version

    1

    Citation

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